This repository contains teaching materials from a 14-week practical introduction to machine learning with finance use cases. The course covers industry-standard tools and methodologies, with topics including fraud detection, recommender systems, and MLOps practices. Materials include Jupyter notebooks with code snippets, slides, and assignments released after course completion to benefit the broader ML community.